| 1 |
0.780 |
0.755 |
0.804 |
RandomForestClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 2 |
0.779 |
0.740 |
0.819 |
RandomForestClassifier() |
0.091 |
100.000 |
50.000 |
5.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 3 |
0.779 |
0.762 |
0.796 |
RandomForestClassifier() |
0.074 |
58.000 |
50.000 |
6.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 4 |
0.778 |
0.753 |
0.803 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.007 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 5 |
0.777 |
0.756 |
0.798 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.101 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 6 |
0.776 |
0.742 |
0.810 |
RandomForestClassifier() |
0.025 |
88.000 |
47.000 |
4.000 |
0.764 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 7 |
0.775 |
0.747 |
0.802 |
RandomForestClassifier() |
0.010 |
84.000 |
50.000 |
1.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 8 |
0.774 |
0.753 |
0.795 |
RandomForestClassifier() |
0.059 |
100.000 |
50.000 |
8.000 |
0.822 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 9 |
0.774 |
0.761 |
0.787 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.046 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 10 |
0.774 |
0.753 |
0.794 |
RandomForestClassifier() |
0.141 |
67.000 |
50.000 |
1.000 |
0.570 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 11 |
0.773 |
0.744 |
0.802 |
RandomForestClassifier() |
0.092 |
100.000 |
50.000 |
2.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 12 |
0.773 |
0.748 |
0.798 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.018 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
StandardScaler() |
OneHotEncoder() |
| 13 |
0.773 |
0.747 |
0.798 |
RandomForestClassifier() |
0.010 |
63.000 |
50.000 |
1.000 |
0.765 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 14 |
0.773 |
0.745 |
0.801 |
RandomForestClassifier() |
0.082 |
10.000 |
50.000 |
1.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 15 |
0.773 |
0.758 |
0.787 |
RandomForestClassifier() |
0.138 |
77.000 |
50.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 16 |
0.772 |
0.756 |
0.789 |
RandomForestClassifier() |
0.070 |
85.000 |
50.000 |
3.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 17 |
0.772 |
0.743 |
0.801 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.009 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 18 |
0.772 |
0.735 |
0.809 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.010 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 19 |
0.772 |
0.749 |
0.795 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.883 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 20 |
0.772 |
0.745 |
0.798 |
ExtraTreesClassifier() |
0.069 |
93.000 |
4.000 |
2.000 |
0.915 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 21 |
0.771 |
0.749 |
0.794 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.021 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 22 |
0.771 |
0.744 |
0.798 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 23 |
0.771 |
0.737 |
0.805 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.188 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 24 |
0.771 |
0.745 |
0.797 |
RandomForestClassifier() |
0.144 |
8.000 |
24.000 |
1.000 |
0.994 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 25 |
0.771 |
0.749 |
0.792 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.021 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 26 |
0.771 |
0.747 |
0.794 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.175 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 27 |
0.770 |
0.752 |
0.787 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.500 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 28 |
0.770 |
0.741 |
0.798 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.037 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 29 |
0.770 |
0.744 |
0.795 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.160 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 30 |
0.769 |
0.744 |
0.795 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.110 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 31 |
0.769 |
0.744 |
0.795 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.016 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 32 |
0.769 |
0.747 |
0.792 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.012 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 33 |
0.769 |
0.747 |
0.791 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.259 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 34 |
0.769 |
0.742 |
0.796 |
RandomForestClassifier() |
0.022 |
24.000 |
44.000 |
4.000 |
0.568 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 35 |
0.769 |
0.730 |
0.808 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.425 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 36 |
0.769 |
0.744 |
0.794 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.500 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 37 |
0.769 |
0.737 |
0.801 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.017 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 38 |
0.769 |
0.758 |
0.779 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.007 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 39 |
0.769 |
0.735 |
0.803 |
RandomForestClassifier() |
0.010 |
19.000 |
50.000 |
1.000 |
0.861 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 40 |
0.769 |
0.742 |
0.795 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 41 |
0.769 |
0.747 |
0.791 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.050 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 42 |
0.769 |
0.739 |
0.799 |
RandomForestClassifier() |
0.108 |
75.000 |
50.000 |
7.000 |
0.500 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 43 |
0.769 |
0.759 |
0.779 |
RandomForestClassifier() |
0.155 |
100.000 |
4.000 |
7.000 |
0.632 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 44 |
0.769 |
0.747 |
0.790 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.645 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 45 |
0.769 |
0.755 |
0.782 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.204 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 46 |
0.768 |
0.747 |
0.789 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.006 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 47 |
0.768 |
0.747 |
0.789 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.674 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 48 |
0.768 |
0.740 |
0.796 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.018 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 49 |
0.768 |
0.748 |
0.787 |
RandomForestClassifier() |
0.194 |
41.000 |
50.000 |
5.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 50 |
0.768 |
0.735 |
0.801 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.082 |
100.000 |
1.000 |
0.500 |
0.500 |
0.730 |
1.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 51 |
0.768 |
0.745 |
0.790 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.056 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 52 |
0.768 |
0.737 |
0.799 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 53 |
0.767 |
0.740 |
0.795 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.777 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 54 |
0.767 |
0.744 |
0.791 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.021 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 55 |
0.767 |
0.743 |
0.792 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.136 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 56 |
0.767 |
0.741 |
0.793 |
RandomForestClassifier() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 57 |
0.767 |
0.742 |
0.792 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.016 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 58 |
0.767 |
0.734 |
0.799 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.676 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 59 |
0.767 |
0.735 |
0.798 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
0.836 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 60 |
0.766 |
0.743 |
0.790 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.042 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 61 |
0.766 |
0.740 |
0.793 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 62 |
0.766 |
0.737 |
0.796 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.011 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 63 |
0.766 |
0.734 |
0.798 |
XGBClassifier() |
<NA> |
6.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
1,082.000 |
1.000 |
0.500 |
0.522 |
0.597 |
0.221 |
1.313 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 64 |
0.766 |
0.746 |
0.786 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.003 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 65 |
0.766 |
0.738 |
0.793 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
1.000 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 66 |
0.766 |
0.742 |
0.789 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.293 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 67 |
0.766 |
0.742 |
0.789 |
XGBClassifier() |
<NA> |
11.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.054 |
100.000 |
1.000 |
0.500 |
0.500 |
0.796 |
1.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 68 |
0.765 |
0.734 |
0.797 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
3.026 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 69 |
0.765 |
0.737 |
0.794 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
167.000 |
1.000 |
0.500 |
0.500 |
0.746 |
0.767 |
1.194 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 70 |
0.765 |
0.745 |
0.786 |
XGBClassifier() |
<NA> |
13.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
558.000 |
1.000 |
0.500 |
0.597 |
0.564 |
0.187 |
1.218 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 71 |
0.765 |
0.736 |
0.794 |
ExtraTreesClassifier() |
0.010 |
1.000 |
50.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 72 |
0.765 |
0.732 |
0.798 |
ExtraTreesClassifier() |
0.034 |
15.000 |
30.000 |
1.000 |
0.604 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 73 |
0.765 |
0.746 |
0.783 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.008 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 74 |
0.764 |
0.741 |
0.788 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.245 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 75 |
0.764 |
0.741 |
0.787 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.153 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 76 |
0.764 |
0.740 |
0.789 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
6.764 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 77 |
0.764 |
0.732 |
0.795 |
RandomForestClassifier() |
0.072 |
80.000 |
50.000 |
16.000 |
0.644 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 78 |
0.763 |
0.740 |
0.787 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.054 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 79 |
0.763 |
0.746 |
0.780 |
ExtraTreesClassifier() |
0.931 |
99.000 |
36.000 |
4.000 |
0.778 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 80 |
0.763 |
0.739 |
0.788 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
1.076 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 81 |
0.763 |
0.744 |
0.782 |
RandomForestClassifier() |
0.010 |
22.000 |
2.000 |
1.000 |
0.765 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 82 |
0.763 |
0.739 |
0.787 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.249 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 83 |
0.763 |
0.736 |
0.790 |
RandomForestClassifier() |
0.010 |
4.000 |
45.000 |
15.000 |
0.602 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 84 |
0.762 |
0.728 |
0.796 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.158 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 85 |
0.762 |
0.732 |
0.792 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.001 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 86 |
0.762 |
0.744 |
0.781 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.442 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 87 |
0.762 |
0.742 |
0.782 |
ExtraTreesClassifier() |
0.010 |
100.000 |
2.000 |
1.000 |
0.500 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 88 |
0.762 |
0.739 |
0.784 |
ExtraTreesClassifier() |
0.021 |
1.000 |
36.000 |
1.000 |
0.830 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 89 |
0.761 |
0.740 |
0.782 |
RandomForestClassifier() |
0.014 |
72.000 |
4.000 |
24.000 |
0.569 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 90 |
0.761 |
0.734 |
0.789 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
38.539 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 91 |
0.761 |
0.742 |
0.781 |
RandomForestClassifier() |
0.014 |
4.000 |
12.000 |
32.000 |
0.855 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 92 |
0.761 |
0.729 |
0.793 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.167 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 93 |
0.761 |
0.744 |
0.778 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 94 |
0.761 |
0.738 |
0.784 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 95 |
0.760 |
0.733 |
0.788 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.064 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 96 |
0.760 |
0.734 |
0.786 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
3.267 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 97 |
0.760 |
0.738 |
0.782 |
ExtraTreesClassifier() |
0.914 |
6.000 |
44.000 |
2.000 |
0.629 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 98 |
0.760 |
0.729 |
0.790 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
100.000 |
1.000 |
0.519 |
0.500 |
0.535 |
0.000 |
1.000 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 99 |
0.760 |
0.728 |
0.791 |
RandomForestClassifier() |
0.010 |
77.000 |
50.000 |
16.000 |
0.845 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 100 |
0.760 |
0.732 |
0.787 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.512 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 101 |
0.759 |
0.735 |
0.783 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.270 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 102 |
0.759 |
0.724 |
0.794 |
XGBClassifier() |
<NA> |
43.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
593.000 |
1.000 |
0.550 |
0.500 |
0.759 |
0.006 |
1.000 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 103 |
0.759 |
0.739 |
0.780 |
RandomForestClassifier() |
0.548 |
21.000 |
20.000 |
1.000 |
0.919 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 104 |
0.759 |
0.743 |
0.775 |
ExtraTreesClassifier() |
0.913 |
30.000 |
44.000 |
2.000 |
0.963 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 105 |
0.759 |
0.735 |
0.782 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
OneHotEncoder() |
| 106 |
0.759 |
0.737 |
0.780 |
ExtraTreesClassifier() |
0.010 |
100.000 |
2.000 |
1.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 107 |
0.758 |
0.731 |
0.786 |
ExtraTreesClassifier() |
0.010 |
100.000 |
50.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 108 |
0.758 |
0.736 |
0.781 |
ExtraTreesClassifier() |
0.416 |
73.000 |
48.000 |
1.000 |
0.852 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 109 |
0.758 |
0.726 |
0.791 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.029 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 110 |
0.758 |
0.729 |
0.787 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.001 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 111 |
0.758 |
0.725 |
0.790 |
ExtraTreesClassifier() |
0.950 |
100.000 |
50.000 |
1.000 |
0.585 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 112 |
0.758 |
0.729 |
0.786 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
OneHotEncoder() |
| 113 |
0.758 |
0.734 |
0.781 |
ExtraTreesClassifier() |
0.652 |
98.000 |
45.000 |
1.000 |
0.642 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 114 |
0.758 |
0.726 |
0.789 |
ExtraTreesClassifier() |
0.011 |
14.000 |
46.000 |
15.000 |
0.660 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 115 |
0.757 |
0.725 |
0.790 |
RandomForestClassifier() |
0.682 |
16.000 |
47.000 |
2.000 |
0.973 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 116 |
0.757 |
0.726 |
0.788 |
RandomForestClassifier() |
0.356 |
71.000 |
3.000 |
1.000 |
0.945 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 117 |
0.757 |
0.730 |
0.785 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.003 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 118 |
0.757 |
0.733 |
0.781 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
1.670 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 119 |
0.757 |
0.730 |
0.784 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.195 |
100.000 |
1.000 |
1.000 |
1.000 |
0.509 |
0.000 |
1.000 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 120 |
0.757 |
0.721 |
0.793 |
RandomForestClassifier() |
0.075 |
1.000 |
50.000 |
6.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 121 |
0.757 |
0.728 |
0.786 |
ExtraTreesClassifier() |
0.700 |
38.000 |
18.000 |
1.000 |
0.514 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 122 |
0.756 |
0.736 |
0.776 |
XGBClassifier() |
<NA> |
50.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.026 |
238.000 |
3.000 |
0.500 |
0.566 |
1.000 |
1.000 |
1.188 |
SimpleImputer() |
None |
OneHotEncoder() |
| 123 |
0.756 |
0.721 |
0.792 |
RandomForestClassifier() |
0.185 |
74.000 |
15.000 |
21.000 |
0.547 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 124 |
0.756 |
0.724 |
0.789 |
ExtraTreesClassifier() |
0.473 |
25.000 |
48.000 |
6.000 |
0.631 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 125 |
0.756 |
0.737 |
0.776 |
RandomForestClassifier() |
0.474 |
100.000 |
50.000 |
1.000 |
0.500 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 126 |
0.756 |
0.734 |
0.778 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 127 |
0.756 |
0.732 |
0.781 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
4.069 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 128 |
0.756 |
0.729 |
0.783 |
RandomForestClassifier() |
0.916 |
5.000 |
49.000 |
3.000 |
0.578 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 129 |
0.756 |
0.741 |
0.771 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 130 |
0.756 |
0.738 |
0.773 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.001 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 131 |
0.756 |
0.709 |
0.802 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 132 |
0.755 |
0.723 |
0.788 |
ExtraTreesClassifier() |
0.895 |
9.000 |
48.000 |
2.000 |
0.502 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 133 |
0.755 |
0.727 |
0.783 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.315 |
100.000 |
1.000 |
1.000 |
1.000 |
0.694 |
1.000 |
4.000 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 134 |
0.755 |
0.730 |
0.780 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 135 |
0.755 |
0.719 |
0.791 |
XGBClassifier() |
<NA> |
4.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
2,000.000 |
1.000 |
0.500 |
0.552 |
1.000 |
0.001 |
1.163 |
SimpleImputer() |
None |
OneHotEncoder() |
| 136 |
0.755 |
0.734 |
0.776 |
RandomForestClassifier() |
0.366 |
82.000 |
41.000 |
6.000 |
0.550 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 137 |
0.754 |
0.738 |
0.770 |
XGBClassifier() |
<NA> |
26.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.066 |
109.000 |
1.000 |
0.500 |
1.000 |
0.747 |
0.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 138 |
0.754 |
0.737 |
0.771 |
ExtraTreesClassifier() |
0.425 |
21.000 |
50.000 |
2.000 |
0.622 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 139 |
0.754 |
0.723 |
0.785 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.062 |
173.000 |
3.000 |
0.545 |
0.801 |
0.806 |
0.000 |
1.009 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 140 |
0.754 |
0.724 |
0.784 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.001 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 141 |
0.754 |
0.725 |
0.783 |
RandomForestClassifier() |
0.652 |
100.000 |
3.000 |
3.000 |
0.515 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 142 |
0.754 |
0.732 |
0.775 |
ExtraTreesClassifier() |
0.950 |
44.000 |
45.000 |
12.000 |
0.895 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 143 |
0.754 |
0.719 |
0.788 |
RandomForestClassifier() |
0.010 |
1.000 |
47.000 |
48.000 |
1.000 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 144 |
0.754 |
0.722 |
0.786 |
ExtraTreesClassifier() |
0.281 |
100.000 |
2.000 |
1.000 |
1.000 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 145 |
0.754 |
0.737 |
0.770 |
ExtraTreesClassifier() |
0.948 |
18.000 |
3.000 |
6.000 |
0.945 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 146 |
0.754 |
0.725 |
0.782 |
ExtraTreesClassifier() |
0.875 |
96.000 |
41.000 |
1.000 |
0.963 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 147 |
0.753 |
0.729 |
0.778 |
XGBClassifier() |
<NA> |
50.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
100.000 |
2.000 |
0.500 |
0.629 |
1.000 |
0.697 |
1.535 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 148 |
0.753 |
0.725 |
0.782 |
RandomForestClassifier() |
0.010 |
100.000 |
2.000 |
1.000 |
1.000 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 149 |
0.753 |
0.728 |
0.779 |
ExtraTreesClassifier() |
0.362 |
85.000 |
5.000 |
10.000 |
0.899 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 150 |
0.753 |
0.738 |
0.769 |
ExtraTreesClassifier() |
0.875 |
69.000 |
4.000 |
1.000 |
0.690 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 151 |
0.753 |
0.727 |
0.778 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
3.787 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 152 |
0.752 |
0.724 |
0.780 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 153 |
0.752 |
0.726 |
0.779 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.248 |
100.000 |
1.000 |
1.000 |
0.500 |
0.967 |
1.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 154 |
0.752 |
0.730 |
0.775 |
RandomForestClassifier() |
0.046 |
23.000 |
49.000 |
33.000 |
0.882 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 155 |
0.752 |
0.721 |
0.783 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.820 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 156 |
0.752 |
0.715 |
0.788 |
ExtraTreesClassifier() |
0.013 |
82.000 |
48.000 |
17.000 |
0.875 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 157 |
0.751 |
0.721 |
0.782 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
10.805 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 158 |
0.751 |
0.720 |
0.782 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.003 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 159 |
0.751 |
0.721 |
0.781 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
591.000 |
1.000 |
0.500 |
0.500 |
0.805 |
1.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 160 |
0.751 |
0.721 |
0.780 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 161 |
0.751 |
0.730 |
0.772 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
OneHotEncoder() |
| 162 |
0.750 |
0.727 |
0.773 |
ExtraTreesClassifier() |
0.300 |
96.000 |
21.000 |
20.000 |
0.746 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 163 |
0.750 |
0.727 |
0.773 |
ExtraTreesClassifier() |
0.051 |
1.000 |
9.000 |
2.000 |
0.682 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 164 |
0.750 |
0.729 |
0.770 |
ExtraTreesClassifier() |
0.030 |
84.000 |
24.000 |
36.000 |
0.981 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 165 |
0.749 |
0.719 |
0.780 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
2.387 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 166 |
0.749 |
0.715 |
0.783 |
ExtraTreesClassifier() |
0.016 |
59.000 |
49.000 |
49.000 |
0.833 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 167 |
0.748 |
0.727 |
0.770 |
ExtraTreesClassifier() |
0.014 |
92.000 |
7.000 |
22.000 |
0.882 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 168 |
0.748 |
0.714 |
0.781 |
RandomForestClassifier() |
0.490 |
98.000 |
35.000 |
15.000 |
0.935 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 169 |
0.747 |
0.726 |
0.769 |
XGBClassifier() |
<NA> |
6.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
1,750.000 |
4.000 |
0.500 |
1.000 |
0.744 |
0.001 |
1.000 |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 170 |
0.747 |
0.714 |
0.780 |
ExtraTreesClassifier() |
0.010 |
1.000 |
50.000 |
1.000 |
0.739 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 171 |
0.747 |
0.729 |
0.764 |
ExtraTreesClassifier() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 172 |
0.747 |
0.729 |
0.764 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
147.000 |
1.000 |
0.500 |
0.500 |
0.500 |
0.000 |
2.230 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 173 |
0.746 |
0.720 |
0.772 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.500 |
2,000.000 |
1.000 |
1.000 |
1.000 |
0.667 |
1.000 |
4.000 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 174 |
0.746 |
0.712 |
0.780 |
RandomForestClassifier() |
0.653 |
2.000 |
44.000 |
1.000 |
0.502 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 175 |
0.746 |
0.715 |
0.777 |
XGBClassifier() |
<NA> |
17.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
100.000 |
5.000 |
0.500 |
0.938 |
0.941 |
0.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 176 |
0.746 |
0.725 |
0.766 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.077 |
617.000 |
1.000 |
0.652 |
0.776 |
0.500 |
0.269 |
1.000 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 177 |
0.744 |
0.712 |
0.776 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.002 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 178 |
0.744 |
0.715 |
0.773 |
XGBClassifier() |
<NA> |
37.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
1,306.000 |
1.000 |
0.691 |
1.000 |
0.819 |
0.080 |
1.000 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 179 |
0.744 |
0.719 |
0.768 |
RandomForestClassifier() |
0.523 |
47.000 |
20.000 |
27.000 |
0.602 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 180 |
0.744 |
0.714 |
0.773 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.038 |
2,000.000 |
10.000 |
0.500 |
0.500 |
0.559 |
1.000 |
1.000 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 181 |
0.743 |
0.720 |
0.766 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 182 |
0.742 |
0.724 |
0.761 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
2,000.000 |
2.000 |
0.500 |
0.881 |
0.500 |
0.000 |
1.000 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 183 |
0.742 |
0.713 |
0.772 |
RandomForestClassifier() |
0.941 |
92.000 |
4.000 |
18.000 |
0.569 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 184 |
0.742 |
0.724 |
0.760 |
RandomForestClassifier() |
0.875 |
2.000 |
13.000 |
1.000 |
0.535 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 185 |
0.742 |
0.705 |
0.778 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
136.000 |
2.000 |
0.500 |
0.796 |
0.657 |
0.000 |
1.000 |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 186 |
0.741 |
0.717 |
0.765 |
RandomForestClassifier() |
0.010 |
98.000 |
38.000 |
50.000 |
0.532 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 187 |
0.741 |
0.703 |
0.779 |
ExtraTreesClassifier() |
0.134 |
82.000 |
2.000 |
50.000 |
0.554 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 188 |
0.741 |
0.722 |
0.759 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
1.557 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
CustomOrdinalEncoder() |
| 189 |
0.740 |
0.718 |
0.762 |
RandomForestClassifier() |
0.711 |
59.000 |
41.000 |
21.000 |
0.519 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 190 |
0.739 |
0.717 |
0.761 |
RandomForestClassifier() |
0.337 |
2.000 |
23.000 |
21.000 |
0.559 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 191 |
0.737 |
0.714 |
0.760 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.001 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
CustomOrdinalEncoder() |
| 192 |
0.737 |
0.716 |
0.758 |
ExtraTreesClassifier() |
0.559 |
72.000 |
35.000 |
32.000 |
0.630 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 193 |
0.737 |
0.706 |
0.767 |
ExtraTreesClassifier() |
0.492 |
49.000 |
32.000 |
36.000 |
0.682 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 194 |
0.737 |
0.720 |
0.753 |
XGBClassifier() |
<NA> |
18.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.500 |
249.000 |
1.000 |
1.000 |
1.000 |
0.672 |
0.391 |
4.000 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 195 |
0.736 |
0.716 |
0.756 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
1,450.000 |
4.000 |
0.988 |
0.754 |
0.945 |
0.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 196 |
0.736 |
0.709 |
0.763 |
RandomForestClassifier() |
0.629 |
21.000 |
11.000 |
42.000 |
0.565 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 197 |
0.735 |
0.719 |
0.752 |
RandomForestClassifier() |
0.932 |
14.000 |
41.000 |
33.000 |
0.507 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 198 |
0.735 |
0.703 |
0.768 |
ExtraTreesClassifier() |
0.672 |
81.000 |
34.000 |
34.000 |
0.971 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 199 |
0.735 |
0.713 |
0.757 |
ExtraTreesClassifier() |
0.011 |
10.000 |
18.000 |
49.000 |
0.766 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 200 |
0.735 |
0.685 |
0.784 |
ExtraTreesClassifier() |
0.857 |
30.000 |
17.000 |
28.000 |
0.563 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 201 |
0.734 |
0.703 |
0.764 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 202 |
0.734 |
0.698 |
0.770 |
RandomForestClassifier() |
0.238 |
1.000 |
2.000 |
50.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 203 |
0.733 |
0.710 |
0.756 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.560 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
CustomOrdinalEncoder() |
| 204 |
0.733 |
0.718 |
0.747 |
RandomForestClassifier() |
0.565 |
90.000 |
35.000 |
44.000 |
0.613 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 205 |
0.732 |
0.705 |
0.760 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.003 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
CustomOrdinalEncoder() |
| 206 |
0.732 |
0.698 |
0.766 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
100.000 |
1.000 |
0.500 |
1.000 |
0.552 |
0.329 |
1.705 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 207 |
0.732 |
0.712 |
0.752 |
RandomForestClassifier() |
0.950 |
100.000 |
2.000 |
1.000 |
1.000 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 208 |
0.732 |
0.701 |
0.763 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
30.308 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 209 |
0.731 |
0.707 |
0.756 |
ExtraTreesClassifier() |
0.938 |
83.000 |
4.000 |
49.000 |
0.712 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 210 |
0.730 |
0.715 |
0.746 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.016 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
StandardScaler() |
CustomOrdinalEncoder() |
| 211 |
0.730 |
0.708 |
0.752 |
ExtraTreesClassifier() |
0.781 |
50.000 |
35.000 |
47.000 |
0.846 |
gini |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 212 |
0.730 |
0.710 |
0.749 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 213 |
0.729 |
0.710 |
0.748 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
2,000.000 |
2.000 |
0.500 |
1.000 |
0.500 |
0.000 |
3.531 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 214 |
0.729 |
0.701 |
0.757 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
96.799 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
CustomOrdinalEncoder() |
| 215 |
0.729 |
0.712 |
0.746 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
1.452 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 216 |
0.728 |
0.709 |
0.747 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.186 |
261.000 |
12.000 |
0.820 |
0.973 |
0.738 |
0.091 |
1.706 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 217 |
0.727 |
0.709 |
0.746 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.074 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 218 |
0.727 |
0.691 |
0.763 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.449 |
242.000 |
3.000 |
0.787 |
0.918 |
0.691 |
0.030 |
2.709 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 219 |
0.726 |
0.699 |
0.753 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.415 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 220 |
0.726 |
0.684 |
0.768 |
XGBClassifier() |
<NA> |
1.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
119.000 |
1.000 |
0.864 |
0.552 |
0.641 |
0.000 |
1.385 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 221 |
0.726 |
0.700 |
0.751 |
XGBClassifier() |
<NA> |
9.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.135 |
171.000 |
3.000 |
0.500 |
1.000 |
0.898 |
0.834 |
4.000 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 222 |
0.725 |
0.706 |
0.743 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
StandardScaler() |
CustomOrdinalEncoder() |
| 223 |
0.724 |
0.706 |
0.743 |
XGBClassifier() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
None |
OneHotEncoder() |
| 224 |
0.724 |
0.697 |
0.751 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.500 |
126.000 |
1.000 |
0.931 |
1.000 |
0.714 |
0.476 |
1.341 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 225 |
0.723 |
0.688 |
0.759 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.007 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 226 |
0.723 |
0.705 |
0.740 |
RandomForestClassifier() |
0.950 |
100.000 |
37.000 |
50.000 |
1.000 |
entropy |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
None |
OneHotEncoder() |
| 227 |
0.721 |
0.684 |
0.758 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.068 |
1,485.000 |
2.000 |
0.500 |
0.500 |
0.885 |
0.141 |
4.000 |
SimpleImputer() |
None |
OneHotEncoder() |
| 228 |
0.721 |
0.704 |
0.738 |
XGBClassifier() |
<NA> |
50.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.085 |
2,000.000 |
1.000 |
0.500 |
0.500 |
1.000 |
1.000 |
1.291 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 229 |
0.719 |
0.696 |
0.743 |
XGBClassifier() |
<NA> |
19.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.089 |
429.000 |
10.000 |
0.736 |
0.878 |
0.550 |
0.002 |
1.131 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 230 |
0.719 |
0.693 |
0.745 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
5.269 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 231 |
0.718 |
0.687 |
0.750 |
XGBClassifier() |
<NA> |
36.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.073 |
1,465.000 |
2.000 |
0.653 |
0.785 |
0.588 |
0.325 |
2.062 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 232 |
0.718 |
0.701 |
0.734 |
XGBClassifier() |
<NA> |
21.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.235 |
135.000 |
2.000 |
0.689 |
0.824 |
0.979 |
0.032 |
1.872 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 233 |
0.717 |
0.689 |
0.745 |
XGBClassifier() |
<NA> |
8.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.500 |
472.000 |
1.000 |
0.500 |
0.500 |
0.781 |
0.032 |
1.371 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 234 |
0.717 |
0.684 |
0.751 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
StandardScaler() |
OneHotEncoder() |
| 235 |
0.712 |
0.698 |
0.725 |
XGBClassifier() |
<NA> |
32.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.483 |
281.000 |
2.000 |
0.843 |
0.699 |
0.784 |
0.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 236 |
0.711 |
0.693 |
0.729 |
XGBClassifier() |
<NA> |
7.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.278 |
1,692.000 |
4.000 |
0.936 |
0.805 |
0.688 |
0.000 |
1.674 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 237 |
0.711 |
0.684 |
0.738 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 238 |
0.708 |
0.672 |
0.745 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.004 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 239 |
0.708 |
0.679 |
0.737 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 240 |
0.707 |
0.685 |
0.730 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
StandardScaler() |
OneHotEncoder() |
| 241 |
0.705 |
0.681 |
0.729 |
LogisticRegression() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 242 |
0.703 |
0.683 |
0.724 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
MinMaxScaler() |
CustomOrdinalEncoder() |
| 243 |
0.701 |
0.674 |
0.729 |
XGBClassifier() |
<NA> |
10.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.395 |
131.000 |
3.000 |
0.500 |
1.000 |
0.873 |
1.000 |
1.000 |
SimpleImputer(strategy='median') |
None |
CustomOrdinalEncoder() |
| 244 |
0.700 |
0.666 |
0.735 |
XGBClassifier() |
<NA> |
17.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.221 |
400.000 |
2.000 |
0.500 |
1.000 |
0.822 |
0.045 |
1.000 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 245 |
0.699 |
0.674 |
0.725 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
OneHotEncoder() |
| 246 |
0.699 |
0.666 |
0.732 |
XGBClassifier() |
<NA> |
6.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.153 |
1,510.000 |
10.000 |
0.873 |
0.543 |
0.701 |
0.853 |
1.133 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 247 |
0.699 |
0.659 |
0.738 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='most_frequent') |
MinMaxScaler() |
OneHotEncoder() |
| 248 |
0.698 |
0.665 |
0.731 |
XGBClassifier() |
<NA> |
33.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.372 |
923.000 |
20.000 |
0.968 |
0.850 |
0.978 |
0.022 |
2.465 |
SimpleImputer(strategy='median') |
None |
OneHotEncoder() |
| 249 |
0.698 |
0.670 |
0.725 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
385.000 |
50.000 |
0.985 |
1.000 |
0.611 |
0.082 |
4.000 |
SimpleImputer() |
None |
OneHotEncoder() |
| 250 |
0.695 |
0.671 |
0.719 |
XGBClassifier() |
<NA> |
5.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.402 |
2,000.000 |
28.000 |
0.500 |
0.858 |
1.000 |
1.000 |
1.000 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 251 |
0.685 |
0.651 |
0.720 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
CustomOrdinalEncoder() |
| 252 |
0.684 |
0.651 |
0.718 |
XGBClassifier() |
<NA> |
3.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.457 |
226.000 |
7.000 |
0.648 |
0.646 |
0.774 |
0.000 |
2.574 |
SimpleImputer() |
None |
CustomOrdinalEncoder() |
| 253 |
0.682 |
0.649 |
0.714 |
XGBClassifier() |
<NA> |
2.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.261 |
1,066.000 |
13.000 |
0.692 |
0.780 |
0.801 |
0.002 |
2.561 |
SimpleImputer(strategy='most_frequent') |
None |
CustomOrdinalEncoder() |
| 254 |
0.666 |
0.614 |
0.717 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
100.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer() |
StandardScaler() |
CustomOrdinalEncoder() |
| 255 |
0.664 |
0.635 |
0.694 |
LinearSVC() |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
0.000 |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
<NA> |
SimpleImputer(strategy='median') |
MinMaxScaler() |
CustomOrdinalEncoder() |